{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "Using TensorFlow backend.\n"
     ]
    }
   ],
   "source": [
    "import matplotlib.pyplot as plt\n",
    "from keras.models import load_model, Model\n",
    "import numpy as np\n",
    "from utils.visualizations import GradCAM, GuidedGradCAM, GBP\n",
    "from utils.visualizations import LRP, CLRP, LRPA, LRPB, LRPE\n",
    "from utils.visualizations import SGLRP, SGLRPSeqA, SGLRPSeqB\n",
    "from utils.helper import heatmap\n",
    "import innvestigate.utils as iutils\n",
    "import os\n",
    "from keras.preprocessing.image import img_to_array, load_img\n",
    "\n",
    "# limits tensorflow to a specific GPU\n",
    "os.environ[\"CUDA_VISIBLE_DEVICES\"]=\"1\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "# This will be your trained model instead.\n",
    "\n",
    "from keras.applications.vgg16 import VGG16, preprocess_input, decode_predictions\n",
    "model = VGG16(\n",
    "    weights='imagenet'\n",
    ")\n",
    "# model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "_________________________________________________________________\n",
      "Layer (type)                 Output Shape              Param #   \n",
      "=================================================================\n",
      "input_1 (InputLayer)         (None, 224, 224, 3)       0         \n",
      "_________________________________________________________________\n",
      "block1_conv1 (Conv2D)        (None, 224, 224, 64)      1792      \n",
      "_________________________________________________________________\n",
      "block1_conv2 (Conv2D)        (None, 224, 224, 64)      36928     \n",
      "_________________________________________________________________\n",
      "block1_pool (MaxPooling2D)   (None, 112, 112, 64)      0         \n",
      "_________________________________________________________________\n",
      "block2_conv1 (Conv2D)        (None, 112, 112, 128)     73856     \n",
      "_________________________________________________________________\n",
      "block2_conv2 (Conv2D)        (None, 112, 112, 128)     147584    \n",
      "_________________________________________________________________\n",
      "block2_pool (MaxPooling2D)   (None, 56, 56, 128)       0         \n",
      "_________________________________________________________________\n",
      "block3_conv1 (Conv2D)        (None, 56, 56, 256)       295168    \n",
      "_________________________________________________________________\n",
      "block3_conv2 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_conv3 (Conv2D)        (None, 56, 56, 256)       590080    \n",
      "_________________________________________________________________\n",
      "block3_pool (MaxPooling2D)   (None, 28, 28, 256)       0         \n",
      "_________________________________________________________________\n",
      "block4_conv1 (Conv2D)        (None, 28, 28, 512)       1180160   \n",
      "_________________________________________________________________\n",
      "block4_conv2 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_conv3 (Conv2D)        (None, 28, 28, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block4_pool (MaxPooling2D)   (None, 14, 14, 512)       0         \n",
      "_________________________________________________________________\n",
      "block5_conv1 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv2 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_conv3 (Conv2D)        (None, 14, 14, 512)       2359808   \n",
      "_________________________________________________________________\n",
      "block5_pool (MaxPooling2D)   (None, 7, 7, 512)         0         \n",
      "_________________________________________________________________\n",
      "flatten (Flatten)            (None, 25088)             0         \n",
      "_________________________________________________________________\n",
      "fc1 (Dense)                  (None, 4096)              102764544 \n",
      "_________________________________________________________________\n",
      "fc2 (Dense)                  (None, 4096)              16781312  \n",
      "_________________________________________________________________\n",
      "dense_1 (Dense)              (None, 1000)              4097000   \n",
      "=================================================================\n",
      "Total params: 138,357,544\n",
      "Trainable params: 138,357,544\n",
      "Non-trainable params: 0\n",
      "_________________________________________________________________\n"
     ]
    }
   ],
   "source": [
    "# Only the partial model is needed for the visualizers. Use innvestigate.utils.keras.graph.pre_softmax_tensors()\n",
    "partial_model = Model(\n",
    "    inputs=model.inputs,\n",
    "    outputs=iutils.keras.graph.pre_softmax_tensors(model.outputs),\n",
    "    name=model.name,\n",
    ")\n",
    "partial_model.summary()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Range of input images\n",
    "# These values are set due to Keras Applications. Change this to a range suitable for your model.\n",
    "max_input = 151.061\n",
    "min_input = -123.68"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "(5, 224, 224, 3)\n"
     ]
    }
   ],
   "source": [
    "# Change this to load a list of images you want. \n",
    "orig_imgs = [img_to_array(load_img(\"data/images/zebra_elephant{}.jpg\".format(i+1), target_size=(224, 224))) for i in range(5)]\n",
    "input_imgs = np.copy(orig_imgs)\n",
    "print(np.shape(input_imgs))\n",
    "\n",
    "# preprocess input for model\n",
    "input_imgs = preprocess_input(input_imgs) #for built in keras models"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Select only one from your list for example\n",
    "example_id = 2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.imshow(orig_imgs[example_id].astype(int))\n",
    "plt.xticks([])\n",
    "plt.yticks([])\n",
    "plt.tight_layout()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Which class you want to target.\n",
    "target_class = 340 # ImageNet \"zebra\"\n",
    "\n",
    "# GradCAM and GuidedGradCAM requires a specific layer\n",
    "target_layer = \"block5_pool\" # VGG only"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[('n02391049', 'zebra', 0.6307453), ('n02504458', 'African_elephant', 0.3326331), ('n01871265', 'tusker', 0.023667239), ('n02504013', 'Indian_elephant', 0.010174592), ('n02437312', 'Arabian_camel', 0.0021476364)], [('n02391049', 'zebra', 0.7601926), ('n02504458', 'African_elephant', 0.14631793), ('n01871265', 'tusker', 0.025999784), ('n02408429', 'water_buffalo', 0.023420112), ('n02397096', 'warthog', 0.015506463)], [('n02391049', 'zebra', 0.996951), ('n02504458', 'African_elephant', 0.0011365646), ('n02437312', 'Arabian_camel', 0.0009571381), ('n02422699', 'impala', 0.00038000575), ('n01518878', 'ostrich', 0.000184144)], [('n02391049', 'zebra', 0.9992812), ('n01518878', 'ostrich', 0.00030275556), ('n02437312', 'Arabian_camel', 0.00014217473), ('n02422699', 'impala', 0.00012684488), ('n02423022', 'gazelle', 0.00011735351)], [('n02391049', 'zebra', 0.88132167), ('n02504458', 'African_elephant', 0.045931682), ('n01518878', 'ostrich', 0.02999202), ('n02423022', 'gazelle', 0.0062713153), ('n02422699', 'impala', 0.0055438248)]]\n",
      "prediction id: 340\n",
      "target id: 340\n"
     ]
    }
   ],
   "source": [
    "# Optional\n",
    "predictions = model.predict(input_imgs)\n",
    "pred_id = np.argmax(predictions[example_id])\n",
    "print(decode_predictions(predictions))\n",
    "print(\"prediction id:\", pred_id)\n",
    "print(\"target id:\", target_class)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "use_relu = False"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GradCAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "partial_gradcam_analyzer = GradCAM(\n",
    "    model=partial_model,\n",
    "    target_id=target_class,\n",
    "    layer_name=target_layer,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_partial_grad_cam = partial_gradcam_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_partial_grad_cam[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Guided Back Propagation"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "guidedbackprop_analyzer = GBP(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_guidedbackprop = guidedbackprop_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_guidedbackprop[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# GuidedGradCAM"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "guidedgradcam_analyzer = GuidedGradCAM(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    layer_name=target_layer,\n",
    "    relu=False,\n",
    ")\n",
    "analysis_guidedgradcam = guidedgradcam_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_guidedgradcam[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lrp_analyzer = LRP(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    "    low=min_input,\n",
    "    high=max_input,\n",
    ")\n",
    "analysis_lrp = lrp_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_lrp[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# CLRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "clrp_analyzer = CLRP(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    "    low=min_input,\n",
    "    high=max_input,\n",
    ")\n",
    "analysis_clrp = clrp_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_clrp[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SGLRP"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sglrp_analyzer = SGLRP(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    "    low=min_input,\n",
    "    high=max_input,\n",
    ")\n",
    "analysis_sglrp = sglrp_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_sglrp[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SGLRP Sequential A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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BMjC7br0pYLRue15EqoJNca3IebOw7GkalAJy+fQqCYBjyp0915AEcKwvNJUIqkiN6vXGk0LxHOWhDmlQIaoRoKp6/e7tBekG6cgsZlh/912zXm/ORqMA9JrF+h89Mvvww5hvY2cnqlYff2w2Gj0yswu2vHzJNjbMbt8O165cCeXevBmkIDVbm0WmgQqmUor2wQdJenHfA3hVrHtfd6qykMosWy/DGKSojNGoKj8zCearr8q5NRKKd4+HdIJOs0N6nxblqtSzuBg9an30Mju7mqGVMeIdizkaNePRoyDBZFl8JssiM7l50+xP/iR8Hw7NPvkkSjB7e2Z/93fhN8p59OiTkxb9TzP7wszesIODS9ZuRwb2t38bzdo//ek4LkR7U7k7eA+Mkd+x+e7N5pOoaAc/S6qCxRXdW3RtUpkp9TNl9axifXvZmA/aB5RKjlb6/Fk1AkrlkajSoKKXzsvGo9eTl45wxVfHM11QrVZYrEgFmvPFq3SffRauffJJkDyQxnC6A7/Z2AjSDAtwYyMwHTOzO3fM/vW/Ds8cHZm9+abZo0cnupVdMLMvzez79uMfB5WI9mxuhmdXVoLa1O3mwyW8hFYWjEa/U+M8LZ12sZVJCHXKKSpz0n2TypybKz+K5ptEqbFqThVoqKGGnjtNtZ+VgbVcr0KTJBwv5vpdG6xBPWABdLMsernyHK724C1m8ZpKKO12cJ67cydcu38/thMzdbcbQd6UOI41qNslY/uxLS62TqSRIE7s7b1q7XYIPVhdDRIKapf2+eHDGL7g03TSD1VFUfXMolrIfd7bmD57Ok3+40mSRJFFrOz+usYBvaYqj9nkeCyu6af/PqnOovK+rjRt+09tpi4DwFI6uwfR6gK/ZhEsxWRMqgSzsAiLVLbFxagetVoB7+CoBnxbBoPAUD76KOTQNQvqz/Xr4d6trbC4daHClGB4iv1gxcqylq2vB9XpnXdinzCrK7ZiFhgNDAZVTcdTc6jCJDSOCQBX28S94GQptwFwrtMwmGmYwVlREZ5S5o3q1bWUe8M3lYpAbz3CqIymYjBUUqmCgvvq+DJwb78fPu/fjzgIxy1wjwYZmuXPeyE0XRcfE+/oKACwH3xg9v77ZvfujezatbDa//APA4PBzNxuB6aDFUnD3R89CowJv5ZHj6LEtLERFjZtXFiIQZDaRt9nmN/qasR96LvmreEaIQU6OZQZpSaNpzL8wVuioCJcpY5EU8acysDZVB1FzCUFVKYSype1ty7zedEB4KLx89fq9qF2l+sAtr5hKStS1Qbv7UUGs7UVFlevF53jVDXSeg4OzB48iNdWVkJZnU7wQXnyJFzb3Q3fNzeJMfrCzAKDoXykjKWlwHBgMCrBfPZZaN/HH4drT56EyXvtWmjvZ5/lmQiSCs9TB5ISFi36p0dJFFnkiLhWQFtN2GbjADjfp1k4VX6vYh2atMmcRgJSNdozvzJmelaM4UVlLtOO6UwTTlUddM9UpjVzHhxElYj619bMrl6NC84vtlSGfqSKLAtlbm6Onwawvh5UmJ2d7zxjIO12qP/gIHy/ciXvQ9Nu51Nt9vsxEJKjSpaXx31TzKJlCA9ixUfAT8xCf/F50bEcDst39vn5fJZ472mt0s0kmnaRTKpDF7mef+UZwSSm5OugTJhLyrrmmUuKafs5Wyad1ZHAnjdN+95naqaug6HoM9MM7mgUFvbublA1mCAbG3HBZVnEZMziwl5fj/f4HCpIBkgv9KPXCybhhYXAGGhztxuZU7udPylAy1UGoV61ZqF9+ODQVupbWQltTPmlKFNWIBfP3VQWOw9oEpdkVgyW6/cU/jDtkTH6XZlHanJ7z+Ii/K4q0fdJB9txbxHVwZReREYyicrG5rR9aczUDTXU0Mxopry2THytIgHt7ARTMaqRZnEzi+L+YBBzsmxtRZMuu8nly+Ean8fH4RndqbEKoebgEWwWJCY8c0kl2G7nM8i123kHPs3ni4owGITrKm31+6F8nxwKtavXi6qZWpv0PqxCkJcE1FQ/HEZQ3Ee3KxZUppJMI8WoCpRq32nVNI8tFeURStFZHkl82h1/Gggh9byWUcWA4n/TuTDp/jJ67sJcEVI9GgXm8qtfBWD0xo2wEM3iYsTDd2srxvA8eBBUI1Jedrv5Q715fm0t+J/o5CKZFGDwa6+F369cCb4o/X40ift8vFinVCUyi2ZqGI76udy5EwHrjY1wL1HhHMJGXy9eDM+qWlb0sn3+XR1fFnO7XRyAqkyrKIVE2UTzmEvq9Myy+/0i06N1i+pmMVRNaFZmDfXYYVWqUt9pyphEk4D1OvVMOwZj5Zzu8QmFnwL57/eDufhv/ib8f/16lGT6/cgkqIf0CeS3vX59PDPdzk6MXgakVUahpzn2esHyY5bfbXu9wAw2NvKAa7udB1K3t8P3o6N9y7KFZ+29cSOP2SB5AQCDC3HiAH49aqmiDv/yfaSrYjHUiTSk7a4rkZSB9TCLVHAq11Lm7dTOm2ICempEFbC1bKGUgcaTGOikcqpcO0s6jYVtlnWduvvTinRForlZWOi/+U3429kJzml6LhEMgjIWFmLelSwbP8/FH7/Aca2eKQyHMfXB+npcsI8fhz+ipUnQ7Yn26U56eLhgN26EZwCnYYy9XlC9UPX29iJI3W5HqcYs/E4fIWWePr0E/aMP9FPN3NRTRGVJsHg29b2IAJhTlsWUpYk+aBsnAcVFba1Kvr7TSgHPk04tfSTeae3xrHOzRlNrI7Tiqi+njB4+DOrD3l7Y8d97L6grRBoPBlH6QDJgIWoOWzXzmgVrlD/zRSc62dXX1gKD0cDD+/ejeRwVTseAxQyDItjRLJi9tb2qLnGO0u5uHkviELednfC7Wsd4FlWQsWa8OfIE07u+E76r2pg6/0YlJbO0uqSMQlVd79ymZXlmkmIgflwhVKWiw/aKrCFlUsw0akDVZ36fFqUyqfKsytWyZ+IH8/RpnLxFOuy0IKBZxC3+7u/CQsMn5d13867wClLSFhgMC1Ydy6hnbi5KHysreQe2LIsq1eXLece6+/fDX6cTMtXNz+fVANqAv8nGRj42Sr2AYUJmQV3BbP3556HPtHVlJVzb3Q3PttthPJQZUD/MCPxGc9aYpRkMpnp9l/o+vAmeflYh7lMmo8zF+7rwh1+Kno7gJ3dqfhVhRinfmrqU2jBT46nXlWax6ItoVnWcBupozNQNNdTQzKi2iuQtMimahttlWVQD7twJu9n160GC8diD2bgFRDER8AyCDtUyg6rCjonk0+/HZ7rdUD4SE7tuux3Poc6ycTXg8DA8wxlJZlG6UukEIonVxx8HjGc4jCkzyemLgx4WKsog3AFwG6uQtsc72HEfZmukFB+/ZRbz7KSkGrVS+T55ixHPqYRFO/j00rB6XLfb+RM2i6QUPHW5V/E6Vau0njK1yd/n70+VUbbTVwWPnzduU0TTtmuqx+qmzUuR1/d3dkKgoVlMk7CxEUzJqYxtRcBgqxVUHNJmqrrEZF1YGE+UDSPifxWr8QbudKJ/jDfDwtQYG6xIMJHf/CaqVru7+X5sbgYG0+sFddAsMBp8dQaDvCexWejH7u44NmQW/YRos5/4mM3xlE751vjTETylLFZFakiWBea5v59P88nYMv47O1EdpR0rKzGZl7bRLD8PKZug0eXl2Hcf2KpMqo4Kk2rDWeMdLxvV7pJaJqYhz1gYVM2/srMTDy9jt02ZNVNBain9n2f9sSQ6IT3T0OcVLNXF6N309XlSLGxthb/t7WNbXm7Zzk68prvvpUvB30ZN7wDYgMGbm/l0Dnt7EVNSBkMaBn8yAW0EiB6N8qZ5Ha92O2/S5jnIS3BICd4kbRbGGEa7sJBvl0qJjx4FqxruCGBOitPMz8fQD55L4W2aL8dvRGXH5+gY+O9VpZWGItViMOfOjZ9A+KygBFBYhdQ8y87e6wX1SC0k+kI9c/HtUUnELJ/YWxdJux0n6/p6XER4AXsQldMciSlKAXykY9CET9vb+xbSY7ae7dTaL6Kd9/bM/vqvY1thLuvrgUn1+5EJ46C3vh4WrfrX6KL0DEaZBmqFSnH8aRoI7qW9fgzNxr1zdUxId4qlTgNF1Vnyk0/CJ2UiveAQqYxGSZmIqmE+Z05VCaHoPi/BpO4rsmSVlfsyU20GUyYG+5dYldmAfVy5Ev7vdgMGsbSUF2WZPIi86NlHR/ldTBeJl368BYMymfCa1JvdGIsOKSMGg/wigWBYmjs31H3BXn117tkzqACjUYgIX18PKtWDB9FMbRbUpSyLzEaZE4un240+Oh6HKnsXqElqLdPjdJFs1JnQn2Lg8RMvnXomz58PE0By2dmJOYjNYiAo5YFBab/m5yOjVMmIeeATvfu2+jl71urP82Aq5+3p77/SAqrNYMq49yR9NsVwDg7CohoOo4/HxkZMdG0W8RHMrx5/SR32dnAQd2Ft8+FhBKpHoyg1mQXAVNvOQlhZCQwPTESjobW/1IU/Dc9m2Zy9915UL8lPA67S7YaF1u+H1JqBjmxrq2OdThiL9fVxqYLD4G7fjqdKUh7tT4nyCtKSM4b2D4fx9Evv64OZPXVInS58z1zAczqdiH8h4W1uBnyK/DlvvRVTkS4s5DcMHwWOWXtuLrwL4sD0nVCPPu/B6iLp5kUEXV8k5lGFpsJgpqEiaebzz8PCOjyM+ANu+CwOJrwvQxmNWorM4gJptyPoqc/h1AazWFkJC0dBXiQYJA0kEKQjJBUARcrW2CN2zrW1mGIBBkOwI6klrl83GwzI19vKSRjtdlxE1HP3btyhHz4cT4BVBMarOqMSKWO+vx+Zn1pjUGcZ28PDfD9TOBnXVLrQ43fv3AnM5fg4OFNqrBZYlaqkvp7RKLQXK5+C4CrRcY9vW91jOJ4Hfd2YilLjB9NQQw3NjKZSkc4CPUfqwCyppyKqRYRUlvh9mMXdkHu8FYTyzfJBi6TL5HC1VD+8qE/5ig+BUfhgR2htzeyNN+K1fj9IL5RBGMHmZqzv5s0guak3LiAv/dMAzywL5d67ZzYaHdtvf9t6Fm1OgCRAtT84yxNS39xclFgw8yPpkOICHCRleVLSbHGaTQ7p6N698D+Y08ZGHB8NAKXfeF9rDBpjAF6ECsszSI+8MzUSMO5F6TLVsPD7kHC+zlJKGdUauiqZxOsg9fv7YTIBmupB8WqB0Ilmlne802z5fHrA11ttKHtlJZaF/n50FBOAK/hJsKWK3SxGNd2De8DUUO1Qt+bnY9qJGzeiqfkHPwi/cZLBcBgwjo2NuIiyLOI+WRZUorBY8+bvN9/M42FF4QA6bkre8sRzerQui1pjwFSNSZ16gHq5tRWdKmnv+noYd4BmnsNviXeViq3infOe6QOMlvfk5wXv7XmYm19WhuKpNm9W7s//ZaY5/V8XNxONyeSPG8k1sp03PR8c5BNbc49/5ugIH5Tw2/JyXNzUCcPQXR98Ro8euXw5LHikgv39yJw8+GqWz13DzsvuS9vfey98kgJibi7u4oq7dLuRySnQef16DJJUfxakvaLxLEt/6fOp6K7Pb5i2sdJwXc/3VuBdrW07O4G5fP55+P/y5ejvAnNRXx/ekUouEAA1idO3t6ME6KO2OWmB8VH/GR9bN0up5WvHWKrsSCU09TAWWYyKdgN/32AQzJNmYZIxScxi1HOnE6UGfV4XAVnevA+I1sOk29sLZWsCI1QOFs1wGBer+lTQHkDOfj/WQ/3qU6IR0+q/oYsNJtTrRec4FdnZeQF6vSVlYSEyTWWWel8qrUTZER2A236heX8On5dY+4hE4a1rjB8J1M2itzFj3ulEsBrGoyZxbQdSIYxYmQZt0zFXlwctJ6UmnTWT+doxFrPxgZqCTs1g1P+lzHStkotZsIA8eBAm1fXrUXw2ixMN68/Cwri5mcnmr3Fd1QlVKy5ejC79ZnkzpllcXOrnoqkW+v0g3dy9Gyw3Zmavv57HR3RSZ1m+bzpxVSJRRzSzuKsiMXkGs7cX2vDRR+Fe0m6aRcmQqHBdmJqyskiCYSGqv4oyCBY8JyVwHf8Yn4NGQwOC42FMrIXE2O+HtuFYaBbb7t+vt4Cpfw5uB2XhLJy0wH3e69vPpWnpa8lUoJToOgVN9ZSU9gKVAAAgAElEQVTuFGYxwK8KoSffvh1E5VYrqicp0Ba/iZToDhYwHEa1Q/X9paW8SkS7WSBIAFwbDuOup8/hnn5wENqL+A2OcPFiMGMrNuRNqRwUp86D9NVLO2Z5NQRpSsed0xbM8l7DZnlX+4sXi/Pflu3S/ndNtakMXnEzZapqClems7cX1CPaeu9eVPGuX8/nuEm1DUxJ/4eJK+3uxg24KKQE1buo/0XSedla+1ozFU9nAE41ZuqGGmpoZlRLgtEsVroLstumOL5ngmTnf/AgSAAbG+NgoOrdetyrNzOym5M+wSzsSFhgMFuq9QnQ9OAgRlSbRfAVLEStUXx//DgG7S0tRXMqCaGWl/M5dM3GHcBUJFdrBvX4MUQtQkJDAhyNQvuvXYuqoqbXRPK5fn0cw0oB4p5SgKriW6nr9M/v9IwF4PmtWxF/e/TI7Ec/CuMG4OvN/zqHUvOsSEVnnmgUtVke1NW5c1p6qaSXM6Izg7GqvKSDg/zpjJ1OYDCq1pjF4LajozTAh9jrLVoQmdpQZdC3FxaClQag9vAwXmOiKSiq4vPjx9Hzt9MJCxuz8M5OaMPmZj5DnlmY3PqbDy40Sy9cBVkVJFUmfPVqPh8MfVlayo+Z+oeAL9WNiPf+M6kUmkdH4/iLEkDup58em1ngznfvLtvrr3/LfvjDfCJ1yLsW8Bt98eOmaprGoinT1+cmWUGr4DHfCMZSNCgTaGoGk7IuTLqHsACukZ3fTyAfvOZ3qE4nLP6lpTAhW60YX8T1dntc98bJS30tmHRk8actaoLFhKo+O7j/m0Us5qOPokQGsKyBdq1WxHJoD/elFpZfVJhkodEo7RuizJJFpub4ooh4T6n3op+e9PeFhbzkQMR0kMC+MDPyei7b1atBirl2Lc2YaEuKPAPyDIexTlnT9L5ppZiXkrl4VcEs7RxVgWozGBahB/Cq1MuZQ2bhhd+4kY9eTlHqd29RWFzMg7wcVmaW96swi1YMQEiuqd/Ezk4+N2yvF488IWaKIESz4Ik8Px+d87wlRRe0SiFIaeQY1vfp1ScIABTTrko0MFQSNKnDGwx1YSG0UyOiU2Nc9D5gIqnE276teu3x47i5zM0t29FRGKDl5W/ZlSv5fMOnsdxAzMnj45iiwucZrqs2enopmQt0BiZqs1NIMJPczz2RMElxDd2Nc42SSU9CqIsXx7Og+Wf4bLfHzad8H43yZklfBtiFji9m1CdP8ukKWOxvvBGkEZ7pdPJWNa/e+V1WAzlxCkQlo02XLoXv1IkapKlB1aEQpzef4V/HDvVRHe+qWEo0LWbKaS/1LFHTd+6Exb+29i0zCxiR4kRVpKoiKpKCNXVo2TOU/41nLmdIZ4bBpIgFh0l3czOClIB5KR3ZLMaypE4DzLJxpgYjMov4CwuPcpnECvJCqA5gJlq35l7RpFV8vv563J05qcDr+2Ah3mzqfTCQmkgfWSRh7O6a/fa30SlRmfXubjTTwtAxaff7oa8bG9G3R8dHxzi10IhtUrxlEpGS4+HD0K+5ucgo19fLvbjLSJ9JqUrqVVz2bJXvZt8AplImsUzpD9OYqRtqqKGZ0UwkGI8RHR0F8/T9+xE49ebpIksKWIpmreN/JBBygvCMmkpVmlAVxhMALM5jGkuTZcGEipTjmfjVq/F+QhdU35+fj8/5YD6VIBRYJpcvKhnpOv/qr8L1W7fMPvzwsQVrzHfsrbeu2M9/HvuMK7831TJm2gakCVWX6HcRrlIWz6TPmwVw/+7doPZtb+fVXVSkMrVXyyqqU61u+hs5gM2Kw0km4S8vveTiSc2zasqcgs6UweiCVCJ2ZzjMS1q7u9HT1L90FpUyBwgfEJiMBvqxaBGRVWzWRe+P6jg+zgcLKjObnw/mbR13baviLf1+UFd8ECYg72iUt6RhBfIWr14v5gmmH1tbZv/hP4Trw+FtM/s/Zvb3ZrZut2+/az//+XfMLHoEo5aZ5bPzUSfqg7ZVk3OlANwi1SlF9IkjYS5dCpYiUi+YxTPE61q0iu7xRIBqCvvynyn6xjEXpdRkrzMBrCaDKUrXUBY8ZxZNw3Nz0drT68W4H35T5sMRH/q7J3xZvFRCG3x6RspK+VFoTBBWl1RfwGEUPDYL+MKDB2ExjUbxXKPFxQiGwtg0fQQhAJoLl2tYg6jv44/NhsMTDzX7azP7xAKD+QMz69j9+/+vmdmzs7BZlJrGAPM60uHh4TjWRL9VuqqyGJUODvLnXO3txcBMsveZhTw4RfM3JZEopQDaFJVtwBOZy5T+H8+FpsRJcs/yfRI3r5K7xWoymKLzaFNHhEBHR0E1YsEysfCo9QmEKMN7u+Ya3Y45d4scpTqd9NnFmJrJy4L0wbk9St6ErVHTXuJ68CCc6zQc3reNjevPJIEbN6Ka2G7Hfpvlz1GifdSJHwnSxcWLQYpaXQ35HLa33zKzZTN71cy+b2Zv5II7NT+vqmy0BUuXMuCDgzz4re1B1dMjQ4qIDeW3vw3/b20Fqxft6fVi0i1/qN6ktVFkUj/Ltf9MakntcM+TyZyGgdQp3+/CRfdVoNoSDHXrhDUbj7zl2pMn8VxmDcXXM4rM0kh/UT8Vm/FSnOI6aq6mDpztvIo0NxclHrOIt5jFjHoEJrLYoOPjgIkMh5+Y2V/ZrVvX7erV8Xa3WkFNIJBS1Ub64E3xqFV4Pf/yl+H3P//zd83sQzNbMLM/sGvXvp+zJIHftNsBIyKRlVkYA382tFkY0ydPAnN4+DD/DOoN1j+PH5mF57B+DQYx2vzixeBxzCazvh43GlVjT7tuisqo+ptZQiU6A1+QU9OkNpymjSmm4nVKpZovqTaDwXyckir07ByIhcni0R2LbGJMcnXNx3yd0p3NxvEBvYeJr2Zys8gY8YvQEwaoR09u5Dn1U1EsQJnM9vaxBe/UL8ZEfnWY0yz+5DChXGUQjIfmPFlZiTv/T37SsY8++mMbjY7t9ddb9tprsaytraj+4NCoKT/J2oeEhFRy8WL4bXc3MJe7dyOD7vUCWPvwYczhsrQUQxVwRQCcnp+PkeoA+jA9AHN9p2WqkFIKiylT36qWOzXWUlVPm1TGJP2vKp2VdJNSK6agxkzdUEMNzYxqsaWnT/OmzyLiGtILJzVqkN1oFMTxpaUoyrNbcywGqogHYs2iQ5s/B8csDfjyu5517YMAte244vNbyiqFBJNlZsvLLdvdXTCzdVtZiTs71yljbi7iETpGPvuaPsuYEw/Fc9eumW1stOzmzXwgKcevgnVcvz4u/ZEE6+goSo6ck3R4GL2XdQPT2Cyz0A91D9jZifdcuRJVwfX1GAja7UYnP/9+qtIkCQeqKgQkpZeihz0KrZ/T6nrTNNrfp22pKrb554sArlNQ7dc7ySyu7eHMHiaWBsChmmgqAQU/tS6+a4Jpve59SVABPMibAjb93MCqg7cv13he2we122Z/9Edmf/EX183sgq2vR6zJv3dvcQNj0fLpB8m+wTbu3o1Hx/b7Zu+8E/80kfb2drgOo2m3o1ULDAWmrv4+tA0moOZ88DIYoSb5oi+cgrCwEM3RZtGDGQzOH3A3LU0qY9L1QrXIv7Qyc6a3vpymY9MyF41vUSCvrumvrL4py6j1FMeWaJAg9SuxYIbDCO7itg1wqKkfkWqw6GjZ3klO6ytSXVViUHP33l5oE+ZyTgqAMNmmnOVUuqA8GNjxsdkf/7HZ/n7LBoNXcwwmBUBrW1U6QwIxC3lSSIx9cBCDBWnDT39q9vOfm/3TfxqYwZMnMddOtxvatrcXsQ6YDwC35l3Rd0H2PUBlPQrFj5USFiYNoCQ8ATP51asxf3ARpTAWvXZWVBlzmWS2qiMh1OnAJKlGX5p6b6rvhEfhi9qbAiv1Xt+WGv2o/cqIDNaoWtqG1KD5bXnGSylqovbBhz7K13tiIqXs70eGR/nz8xGUZSz0XRwexgPYfZoH3bDYdSHMzjAtT5zOmPIbKZqLXi3a24uMgLOiWJQc00oZP/iB2Y9/HFQRYnv+6I/CtY2NILHcuxdN8sq8AWT1XGezwHz1PO5u155Zw/SYWCXfN8YboJh+rayEsq5eney1e4r5XEq/F6e5Mg5ZRnWeYYKaxQTRWRaxCFUBEB1TaocyljKuXqayTKDaEozPI+JVDQ7oMgs7LruyZyKcFrCwkE+1AOli92dMh/Oe816akDrtpSxdEBiPRnerCqZl+rQJPqE0lqFLl9ILQi1Iqd/1PCAYDFn5fvSjoAJh9WFx6ikClMU1zlN67738GUZmUUrBQoUJnmsw7CtXoiSk5fu+aZY4Uk8MBvlzpVCdLl8OlqVpN/JpaCJTOQsrUFG5KUlH6yurK2W9UQmDl3b/fmAw6LN+IptF1+1UUpwUc/G74inGpPaTvq65ubjgWNT0C5PlYBDARn+4GpiIl1hUIkqlGtDP1Pio676X/KjHMx+VPFDniiRTryJpvY8f59UDPbakiDiATkFcPG5v3Ig+I6n2KNaUkmzxN9LxUHxnezvP6B4/Dszt8eOgpumpmHrgvV83APPqjYzZfWUlSndnqeYoTSWdTIN5TOpAEfha9mxZOya1UdMR6OHpPAsIWmXgUzvjKV9YY6ZuqKGGZkZnsp+AgaB7A+q9/36Q3u7dM/uzPwu7GI5iZnFXS0W36jlAqJEwZszLReqh/n94mNf59VxqVTN8Lt2iFIte8oW63Zg4qduN2M7HH+fjkMg5Y5aXZDnxkKRRRBkDFtMvdUbUUAJvcfMSuUoc4F9IKryvdjuqwO126APeuHq8r4LeOg4HBxEX02N59Yyps6ZKkksVSaWOdIEYnFKDPAaj1ya1ow7g5M+6wfRZ1pcUTQKrvSWtpkQzNYMpwmGOj+OEvX/f7PbtkZl9bnfvfj8Xd6Tn5KDqqEWFe/RdQmrdKWJQ/KGqQBy8BgHYanQx0qZSmaRLXWtrMUcwTOTx4zxgDMZhFoP/NG0ofiXz8+UqBQys6Ojcorbq78vL4Q8mtrERrVc+olzrgohpggi3wEI3zXxP0anA2aJFXbRgykzRyrV19+N3b7WZpGLUxX90oWuSZZy22Jn1pEGfJa2sn/76lEwl1+Q6NxOLVNaeLIvm0qCLb5nZgg2H+T6SE4TflBHs70efmRTWxAImgFDz7rbbMf+KWVhAtBkLE+9JAyJHo4gX0a4UdsF3z9DIO8IzHlS9dSvgHt1u9EnZ2Ai4xtJSkBRok1nAPrw5N8XkypJ3p3DFFFEnYCzvUcFhTV2q70LfqTKUlBtDlXn6e7H0+B2rysLWT573KRO5Z5JUcBryZSKG+0E3y/9eF09Rj9pU/2YRTW0WQcWitmKWN2OxXbJXX122118PC8urJGbjkcz+nZnlF7WayVOme43fUaY/NxcZDOOupm8tJ3UaYLsd43V8cKc/X0eDFpeWAoPBm/Xdd8O1jY0YI/Tmm/EMKMYuBWJXSfjk51IV6Tz1vM+ZXKQteEpZ77jvhcmvUnVAtIM8o5YMP9CzppTUw86W8pFQMdjvjOyaXtVjd+GagsQsmlkxGG0bfdDFru7lvZ7ZW28t2zvvRDwB5qN5blMqB1JKSrXwYzRJyuW6nvGcUi2rMHrakfISTs3ZtbVoEQL7wCr05pvxvps3I45DPaguRRn8U3O/DhUxnrrqlpLf8JReGOZiNhlHKSLvw6ALWHXzqm2A6li0tA26W6YkrVQmtlSZmP7Mxhmo+mnU3K1qM5iinbPdjif3advefjtk3d/YyEs37XZUAbIsit5mURpARVLJZawD7XEJDvJzASLSGNXGLGIRS0v5tqTKLRsD+qPXcJHf2IjYiqeFhXAP88HjG74O/76rSvlF5ZwVJSWVLDPLrBj8nAVVWQQpBqO7jBePdcHyjIrBZQyjaGFzrcrCVexHFxlt8YtBd9OinZz71L/Ag5SLi8VWjwk0lYrkiX5sbsbD6M1i5rJr18IC9ofa+3wwjC/9bLfj9VYr1p2amykpJqVedDqBgTx5Eq0eZtEBDL8cT7w/3iv4j687JRmhbqBycO3gIJ8qwSwfjsCzRcfC1GUys6CJ8Txl3/n/LE1Mk0Bds3T6QgVPi8A3v7BTFgZPVcW+ovu89SOFvmtODQ9++fN7ilQsndx4YbZa8fuU76jxg2mooYZmRlPveR4X2N2N3qhIBW++GXZtsAQywpkFSUHTHagaSLCdP32wCC9I4REp9UjvVQuSUiq4Up/TDc2Xrc95ywnWRHxezMI4laWgLMKdiu6tSqeVdMbUHz59p4vAMX9vFTPTJBGtTL3wk8e3IyVV+RdqlrcaTZJe6g7yJCmPT6QotU6oY5iqQjppy9rpVT0N0kN10om4sjIbkPerr2K9tBcgVs921jwg6+tBcoO5IH2ywD1+5Ptdhi3pdS8BF81ZxlFTSOh9zCdlIuqnw7tIqYqQzkmew/Esns8c3puaorFyaXvU8e0s1KBpn5+oCjHxU1hAEaPhOX9PGWOa1IEUzuMZib5Ms/Hw/dRE5LtOINQKVbn0mlLVgS9jlNSlKp0fb8+oipip37U7nbwOr+9zOMwznBp4zFTTzUsLgLu8NywhSC+dTsyz4s3B9E3fMSf9FbkXpDbLos2xbK5owiqkCwIBlfz8831IvVPNrQKDWV/Pn0CZSlrOdz3PukggKKKqQkEZ1bb48HJ5cZOwkDLJZ5I0UhXX8JR6zpsOU+Kw3guxi5Gwh98IvNJ8qJPakGpvGUjsd2WfOb8IM1IQVD1LFX/ybaCPuuOORrOTYKhXcafNzXj2jeYQIecIEo7mO+HsIL/goYODcekvtbGlGJZZPiBSF61aplJlQuQ2oW2Qrp8UYyGVRMqMffly6I+me/D1a3RyWftmRbUZi0oB/iUUhbP7RYCnZNWYgrrcs+y+1ETQ3V0nu55Fy2Ld2YkTu9+Pmbp0J6LMKjt/GWNmQZCu0CwsJD17VyemWpGKytaNwTNWFb+1jE6n+IgRR7WmL2X696UxNSsrse9qht7bC3E2LLy1tRiZm1KDOUweiazVikmkIZ7zc7JoYfqUEam0DFkWF3eRs59XoXzb1cytkiuOdPwGo1GJw2f7L9pMq8ARVdbfmfmmeDFdrR2KD3gdlN2fgSljMEXSS5mkUKRbFi06zwT1gCzKApdARfIHb6kqA3lzdtFiL+o3ruZ37gQGo+f/FOEIvAN8HlI4D2Xrdb6XmewrUu390fdhNIoZ7nq94EeiaoeqDN5T1WdUUysZgK/OUQVEVQ1R8hKvZ146R1JgbcrZTtdD2dygTUUbInOu6KC6Mhgi9VsVjaKITp1FPzUQCjx6Lly0wLJs/OyWlOiY+n9Sx4u4s7bBSympGIdUudpedtTj47zlQlUZrWfSYk2pS0TDEs8CXqJMUBm5WQQ/fY5XX7b+adtZDCnguKIE05ipG2qooZnR1CqSMjtUgrW1GEnr7+N3rDaaZiBFR0fjR8rqvV568RuQYkQQUp9iW5TJiYZFErjffFL3qCOgB2Z1I0ul3ExJ8pOgA/9s0XVPlVMclEkMqufzv9chVdpJAVlmUW0ChFR8we+cVahMhaoi6nlxWsfB7/Rm0WpkFr00UVtS6l5qIk1qFyI3JkiVmnxZCjoq5qM+HxBt9IuB/quapKBmls0Gg0mRSoFgdCkwmnHnms9Ir307Ps5HWy8t5SOrxzrhFrTGMaXeI+OlkiP4jKqi+ql16zsxi1Y86vZ91/etY8BBddqHsvXhJf5JGkSKSplLSjQvI0BHvpvl/RD84KcWOhND9VbKIlK4DvBbRn7X0UEswl5UtVMmqoeUe11VX3iZSllVRVLVkWMbcC5L1aF9KrLo6Y6cSuHozxyuyuB9NXUf8EGIWIL0KNiiRUKCcP5PbQiUqRn/Sbmg7zGl2kLKXIrmEO3mNz2vyUeMq0+VthUGRX2Tzm7udPLZ+VPgdIqqvNtTSSxFoFKqAj8AmpcCzut3Sq/bp8RKdqosC0lpzMJvZLnSHCe+XWWLuKy/ukN7BuO/F5FiHjwz6YWlGM2kZ9S5LyVq6w7lGXvK1Kr3e8bExMQ8PckSVUJTSzBsXPv7wYuXzSZ1JAVRzIeH6QPp/XskHYOXzvwGoVK693Xie5E06gMWCb2gHLLxcw/SiZq61RCih5f5OQ/z6nTyTCjFHM+aajGXogFOPZNlYRJogBySSJF6lQJ/dXF3OqE8XME/+yxMqI2N8UVctS/UUSQ96ITh3lRAGKR9KNLLi1RDLbNo3Mt2GT01kGdwpvL95R5dJL4uv2v6fqTEee13BZpqautCHI1CBjQfrOcJF3mNyyqSfj1zTeETKqFw0JpZea6aVB0wkePjvCdtao2QOV8z7ZlFyV7N6CnogGNCeE4PdqvLZCbdX8tKlFp8k5hLalLDdYu4JqqHmn4VgzHLqyTcR0pABr1IuppE6ruibv/qcanmcu/HQP0aeaxtV9XKZ1v3ZfBsqh8ppmSWz2bP5Dk+zkfN6rOqWun7oUz6n2I+2h9PnU445rUCTb13+oRLfKZwAhaVugzo5sAfY8Y96iej9UzaILRdKcYOY1awFUal5SpD93OtSPJMtQuJbHU1Zu03iwe8VYEYzpzK1KIiUdtsHL/wu7+6J3u1BolHO50CGXWxa7LkIkYyqS/sbpwJc+9eeBEsnqWlmPkL71AART+hvbqgOBT5SBTArtJW2ln0P0wZ7MCrASwwZRpajjI6TTdhlt4QkE7v3g3qKufgmIWyd3YqM5jGTN1QQw3NjGpLMMfH47gX2domeUKPRtFMrQwXBoolx0sLPuP/JIkhFfeVulfPqIaQajRUoAgD8hvV0lK5NJJS54ukU+1rSnIu29CndqIr20VTL0x1XL3uPUPNws758GHc7VdX4+8qDalVhGMn/Alz2ib9rqqLZlrnGuDx55/HtvIMx1ASVEfw2PXreVF2by8G1kG8RA6a4uhQFXP7/XhusV8ogJdeYqLtSH6Hh3HMU6K5/z7pf1UjtK2opYOB2d///bhEZDY7FSnL4qFdZkFaIhQixWB03ujRqhrWoWVDo9G49axMuvSLPnXN19PpjCex0jAB73jq28EzSKCpZFVelcQIQB811io1v6ivCsww9REenqul7mUh9vvxZaubOveja3qPWM7tPT7OP0dmcUxsWqcegg4j8sAjx2H2+0H1ASDe2ortvHw5HgNqFuvnBegk3Nkx+/DDUM7amtmf/mk8a0djfnRi6fOLixGMxbXfLB7vur4edtn9/TwWsLERs5L5hcTYj0ZxB2QBHh2F/iwvp93QFTdSde7gIDLClEv9zk5+ouuYZ9lsc/JyiDz91NMaU2o77/nSpTwW5cM4njXqZLGpKdmXW6aO6/1FbgDUk0qi7Rlf0XsrMzakiCNmPc6mpyKkNotJNLUZugqmwXeC+ra28pHCypwoE06rg0gMhQdVt7fjAqA83S0UQ8myceCUa/1+2G1ZQHfvRolhYyN/RObGRpy0u7t5y9VgEA8GHw5D+zjyQl8Okpofw14vSGfsxOA+m5vxmbW1vJj+5Em8//r1eJaNjgcTEybNeOEhqgwG8qJvluVzhSwsxMWpADBl65lLWkanM9tgx04nAtrHx6F9Ke9U+tZuB/VB+66R1P6I2Pn5/OKnHP9dJYsq0o3e5xmCMpWUhM89Svo+/Kbuo6Ih3bwBtbVdPk5J25niB8nkT/rdD1BZYX4gdeHfvh3MxoNBWADtdj6vxf5+lEC8eJplUQVhUnPC3OPH8T6OXWAhr62F+waDsDPNzwcwVkHjvT2zDz4IDOXDD59NpC+PjqxtZudRxYiY5TlNct1q5U+Ju3kzTq7PPou74uPHYZc0C22mD7o7wTz7/aCS3b8frhG1ixTkRWKYJM5iSE1MqrW1aIZUh7LBIPSZclPiuqqvqkLiP6LWOrMY73T5cvjTxQmzmZUnb7sd+urNzSlJQ/t78WKcY2Z5ddtbwsB58LNSdUX7qP+nrqXG2l9T5sMGqwtfny1iMCT88ulcU6T9UD+f1EkFlZlLijHopPKdUX0sNZB6LzvegwdhAfAyNOuZWfSDgUEoHjIcRkxkfj4sWhaeYiWDQdjBWVxHRwEv4bCqtbU8U2ORdLsxTcJJfy5wD8/1euNekOrcp34WN2+aff/7YSJywLpZYIBvvx36AJNqteKz6sV8cBD+f+edOObs/liDuB/nKpJak/aBsugDUt/eXhgXs7CoDg/zDFPfJwxEJzhtRYryDObgIEqii4thDqTKr0C1GYxfZN4zXHdvnNeYh6oSqeTlFw/jpSCoLlxlCowd5foTAYpUtlRfIF9Gqjx1EXj4MEioi4tBxS5iFv67Sqf+nqJnoRxz8Y1T5lIk4qVEOT8wiO1mcVdT0NOLzupbolICSZnwNPzsM7O//utwDZVBMQhvVmUy9Hp5N3JevvaT9pBCcGMjSB1aJv4BTBrNEIdURD/oN7SyEsobDvPP6bhjSl5dzceg4CKOWqiT++LFUK4/V5gJomqlOpTdvRtxJk70KyMdBzVpaz8OD2NKAxazJtWan6+MwTRm6oYaamhmVEuC+eqryNxhaEtL0a0f8rt3lgWG6AHdIkc1JBL1yk6pRYqTeZCWe1JYZpFEwv9eqkKCVVxmdzfeo+b1KpSCQ6pIL2NgbpEIpteKAF7dfRVh1k7qi0ZUv3o1fNccrXxub4ffFaDUcslPoqI66oKqMuqXQFJns3xMklnEJDY28m01C/fhNOfHYXExSCBIIagE9NksPMdkB+S9cmX8nOJ2ezweC3XRLKo6ZnmpTkFLxmRuLuIDeoBYKl5K+4lu7id8SjrVLHBIWwC8+JCsrOSdIrU9WRZ+n1XKTCRI1FL6gCSn4K1Znqnokasee1Hzbbsd3e6LwFb6nTr1UO/z0IP+rm1gLJFEVXXRo2iZW2qqv38/zsWbN8sBb98+/3sRo6nEXPRh1Vn1ftXLUT/Uc5YJyKTSg8a73Wju/fjjvDUDHX5nJ5+I2CxGeCrmgDgP48LEOD8fJxRyuZcAACAASURBVJf6KfT7oWzvlzI3FxkXuI5Z+J8AOV6OHrCN9eXx41DugwfxWXAkMBo9upS2mcXdlX6pk9fDh6Ee7m+1IqDN8aeamU2z0B8dRQCZ8dN3q6rN+npeZUxNppRzlvq88IflZn8/7qqjUd7Xgtggnx6ygKaWYMp2fCWsKBq8SL+Y6yzclIkW8N8DyF5y0d+LgGYtl3thUADsPKuuCGqNTDFIPShudzf/rMdzPAOuwlzGOpj6v0iaUbALAiM5OIiu4GbRf4Nd+P79aGaF+7Lz/83fhHJZtD/6UVw8R0ehTJ3EZtHp5+LFCH6i5xNTo0eD9npBYpqfz4vKLGRiSehTrxdBYA0qo10py4QCvWZBimLx86fmQqQTcBZAW7O46Bizg4MIxgLe0lYsTRD16k5nFpgSKRrUl4cxAPgGuGy3xzEsXWSKNfFufAoEGPajR8GErgsXHG1WjnY+bCS1KPxc57hU7Z8GgSKlpRgugKliYoznJEkhJTGoGjMcRvcHrzV4Sd2XpZIz867bDfPp2rXiqPGy9tYmrwtqgfyldEusGSTeYVCOj+PEe/Qov1sj0fyP/xGeff/9fFt+/ON4PvDt22FhaK4YGIAPblSxXk2mZuEZpA2zqIZB6gOAxKSeszAWs3EryMpKWKQ46ml7+H7pUn5R372bF13pF4sdiU6tNtzb78dM9sfHYfLB2PGLobx2O6+SABBT1txcnLj4B3HecupdK/E/x5qyw/qD4Hd2wiKD2TGuOzthXvijNwqo9tRWa5v/zZMuMuaXWsLIWoffi5anqidEHYeH4TsquG+fl1pSko/eT/voR5HhRUl9gW7ciBub9yJPjQkbnZdmiijpSFfEXPw9XoqAy+vL4J5WK0yezc04wTWx0c7OM/+PL4dDy8zsFQYBlWRvLzAXws61/JRuqqoczOfq1XBtdTXUPxqFgbt/3+y///fYl9deC7jIykrEcqgLEI9cGo8fRzyEF/X553m1irai5jFO5L/FV0VxKRgj/yOBsEjYpRibTz+Njn3q1o4ahOQIcx+NQrs53BwmDWPw6o+K235uqOpxfBzKODyMmQT1PRG4ORhEiQbKstlIMF99Fetm9yb0IuVWAeZC/hRlhBqWgRuBrgUf4qLqDP+TYkHTa3rGpECwMl31tTELa+qDD6Iltt2Ojp++X6jdzDvmFUIBFtXUs3Wp0Es3JZ0o6cClwD5ESu8qPxhEfww1Geuu+vixXVhctAvDYVy06pLc64WXQoSy81HJLYpuN6pFgLoa2Xx0FCSif/Nv7B/u3bO+mb1y8uj37ITBvf12eFnvvhtfyrVrAQchzaT6nVDnrVuhr8qIFTQ1Cy+biTA/H8rC+Q8nLbAmzVvDhKDPOI/t7kYsRn1SVC29fz+qnp1OWPzb2+Hzxo3AWJnwa2sxXADy1hOYoDIcvX9zM4ZbmIWFsrwcpZft7eBaQL8WFmYH8mZZGGPqMwvzARVS+6dqn7cEEUyIY2dKylc8UpkB6S+UqfkNXRmMrh/Fq+iLmdlf/qXZf/kvZqPRvv3kJwvPTqU0SzvPYfQwC59slJrvxVNdRlM5aLEIPWYgisAv1AOVJjwXVykHPdBsPHWjpiq4cSOPLyim4P9X1/X19bBYL1+O7bl3z+w//2fbOmEuOiKZmWXDobXv3YsYC8zg+vUgoezthTJ+8pO8+nTnTthRhsPwP6JwpxOD5tDdb9wI15joChgrAQ6jtigTYfyXl2NyaiwZOhYwW3UwYydlMWloQ6+Xd7RLhQsosIw6t7oaAU6YL+9CD7tfWxtXla9eDdhMBWr8YBpqqKGZUW0JxiweFWsWGNrFi/nTDFWSUclMrTSop/7kAIjniK/zLg5sLpSNyra/H4F0wHGVFFVz2NkJUrJZwCxHo8dmtmtbW9ft7t1o6EDFN8tvdKo9tFp5pl4EfqvKVkaVpJciyQXy/hpm0ZT86adhh2dng9D3EcsY+H4/DDIu8AyuJpUCdwBPID0Ckc2K8nu0Hy/etbU4yDs7Zv/tv1n2wQc2MLOuhQmLijQys9+ZWa/ft45OGLOwU9+/H71kETcpd2cnAq1IA2ZR9223Q7vDxAjXUMVQW4oilOlrKmcxgZf6/pB6sKjduBHbC/aFf4jiQ4ztaBT9hRSD4ZOATsZF5wQ4xdWrscydnSipra+bffRRjMHq94Mk98UXVoWmQgfUTZ6+ptJcsKCOjsI7VAOA4jZmaawK7GlrK3+aBfNULT8aDKv1m+XDCFTKvHvX7De/ifW9+uol29u79Oz9F5GC0Nofs7x0maJWqxqDqUypwlKMRxnFp5/GwDCdrGraW1jIqzksSNBtdWE3i+qAekdq4mazsDhRHyibPCiXL0e1i8n1/vtmH3xgmZldN7POxkaoG25PhDI7juJJlKvYixf1r1yJAKvG+fT7NvrwQ9uyoJJt/OpXZmZ24Wc/C33o9cInuAV1Hh6G9tGHdjs/hli6fKY/GN7entmrr+YdBFHZmLT4LqnqCiNIOYOZRRBU46Z03oBTaFgDk3hvL5RLHzmq9n//73RdjmoxmHPnYj0KnKuar6A692VZxImY+97CqASgqwyk1YpMlHfEfNbgUrN8+IoH1THve5ztl78MGKHHPHmO90MfvQWoyK0ixWx4zh9xYlZBctHOpAZPG0yHNW3A1lbED8hdwsSan4/l7u9HyQO6di12FimFxYIPBpN/dzdyXXbzzc2Ah8zNxYX3zjuhLBb7gwcBEDMz+/WvLRsMrMOiffXVUO7Js78bDOyCmbXX1oIfjkbhLi2FPz0ShTphOuA1V69Gf5WT0xM7FiSl31mQlMzMLty6FcpoteJYqHTIZF9czPvh8KmgbrcbmQSMkpishYUoDutExtlRrVNm4blLl6IVygfudTrhurrc48G8vx9PpFSmZhbey9ZW+EQaffvtIGHdvm1VaCoGo7s3hgZlMH5RHRxEq5j2u8jCgoWIhb60FPqI9XJ5OeJTnJmkCdI+/ji6LCD9mcUYu+Hwvpkd29zcG/Yv/kW49s//udmbb0ZAXc3NKSFB20efVbIqklJ0k6maoDw3MGW/+8JwuWYwzPImN7No89fGLSxEDqwiJjspkoFKKTAjGNlwGBdhrxd00e1t2xuNrGNmbSbJ1laYsDCnP/9z+4cTvbVvQXL51sJCTBFBgmMz65jZefKvsDjUisCRJ3Nz0VpkFnd8VCGzvNPTSdvaFoBkhOKn29vWG43CYl1dHZeQdOdgcUIcvQET2tyM+vmnn4ZJTZtU/+YdHRwEprO0lI9ix+K1uBjGT30+YK6Yo1W8zrIIDpMvRcMY5uZCe/v9fCKwt9+O76IC1VaRFhZCfa+9Fv5XS2ZqcTEnRqO86d9bUf1zSAiaYgRroKaHoCyVBj77LKiN+/tBKmGekzZjOOyY2QV75x2zn/88XPvjPw5tOziIqnUdov4inyCueYBfaeKhaGW6lS8MywFivGZP03ON1RqCaoMeNxzmzbfr67GelZWAcaB6ffxxGEAYjHL90cjs4UP7BwvSQM/Mvk2d+NzcumV2/77931u37P87uYQE8S0m0OpqLnHUefTmP/zDcG00ivVnWWQw+Pcw+WASCwthkWlCcKSEX/zCvtNu23dYgGZhQj18GJjv6mqQvjTBT5bFnclLmo8fh4mIOP/JJ2HM9J1cvx4+CSugPZrNb3ExZgWkfLyCURfVexTVCssdjPToKLSV+DHFPbxJX+cdUeop8TtBtUHe1dXQHsbcpwhNSSXs8AsL6aBEs8hozaL/DBI4c0VDZnhGgWSz6MZBxsN/9s8iWNvvhzVy69a6dbuB+RASQ5lzc+OHsqESKYg9ab2nMvVRVup7bSpTkcyiqrK3F93MzWLMD05BoPRmQQxWrj83F3c19Hh1jFMz9onfx2g0sqdm9qWZ9Vi0nY59edKsVywwmByT29w0+/WvbbS5af/Lommzw734l4xGQcWC9vej6fzwMI9vMHHY2XAnN4v342jnwwjYyegbY3flSpgwSA3cpw5WSBcwKq7RHgDbe/fyqgj4ExONa7ojw+y9Hq/uA7rwcXlHHSpjCurPAbNip1UXd5h6RSCxMVM31FBDM6PaeygbGJueRrT7tA26uXrmubcX4QDFyCDUQ43fUqau0os+t7UVyl5bC5LzzZv5bIg3boQ8zmzGipUhbZKVUYNkVXrxXtrtdhQKFMROUZHAUVk98jtHShzHnLm3F6OY9RxedMxPP82rSfv7MTk1Dmrq0LW0FDuKLgmtrpr1etbp923PAnbxzGy4umoXVlftu7yoq1cjsLy4aPbhh7Y3Gtk/mNmKmX33pMjvmVn7rbdCe0merWZeXgBJvc3yQCWWpMEgqkLcc/duaP9HH8Xk12Z5VUIjlSGur62F64y1WRgbzP537+bVlfX1sEhYLMvLsR9Xr8YANmK4wG/w7h0MgnpGVjMcHDudiH9pRkGzMHHn5yP2g4mad43DnnchYFFppju1xKFaVqDaKtJoFNU2s1D/+npoJ+1PWU6Wl/N+IkiC2jc1K/f7z9TyZ+lI1ZXBk64t8Jq33srjU6pVaJR26ppZXm1CI/D5g3kGJpMa9zLDz0Q1SRtfhIpzXe9VYMpHhaqlSIHavb2wkE9+eyr4zHnVbXlOPXLxwh0Orbu5aefVGxXfkm43OiyRBmJx0TZHIxtZMAl/18x6hB+89VZYhEx24ovU9IuatrERMAz/8jAp3r0b6xyNwvcTbMh+8pO4YAFZdffSXQjVCDyK6GKzCDYSc7S6Gt8B4QmM3euv53c+s4iX6aahquhoFOrQfClYUNiBsfqY5b2SPY1GEeD3DIZx5VOjrXd2An70u9+Nl5mg2hLM9nZgFOpuQDvwaFZKzXuz6JXuU2+YhfH74AOzv/gLs9u3d+2tt5at2w1WHrO8KRzrDZsp82FlJcYUpdaoRmlDnLah/jbUx3XthxoN+D4/n7eY6X0pyjKzC+0J0kuqUs+1PHU6geMdH+ctRSDtauOHK/b79vTePcssgLEdkwmCwxrPIbqqBQXnrE7HXnnwIMYpEZDIi+r37csTpvZ0MLB/tKCrf9vMem+9FYAzs8BctrcDM/j1ry2zwIQunEgr2XAY/l9bC8zILB9cCFYwGMSk5Wbhf4Lorl0LIB0ma146XqHqbIiT2/x8+CPSmsmHVAeGMRjkzdlIU0w0BQ4Hg9A+jdbmOYJMO514QDoLb2cn7MK3bkUHPcY9y8Kuj6iujn9gQaNRlEx5l5iveV+6wGBiFTGY2hKM9x9h48KHJ2WmLlpg3heG748ehfG6ffvIzD6xe/fefZbUCfKgMpsabVtbGz/JgPs7nfFD6iHN9+IZk5aRGt9pQNvCZ/xuosCqNsIzHq7pZNEcrgThoffNzcUdOMueKWptO0mcjeqhZlMGeziMC5qjPrAmHR1FK5JmTRsO7em9e898S/7Pyeeemd0wiz4dtPWzz0IdP/6xtft923v40P7xRLLCl3S937dXqIvJh08Pi31//1kfnj58GMzbrVbQoa9fj74M+OgMh4E5s0Ahdv79/ZgiwS/aLItmbI3EhgFfupSXxPDWxQFyYSHupkhLWZbfzZHGPvrIRoOBtc2sjUOYzhHEbRgtOx/6PKK3SikA/Oq3o+rlw4dm56vBt7WWxOFhmEdITfQfBumZi64R/GSQuplvui64f3OTKPo9M2vZaLRvH3208Cyy/o038k6HZjHqHnWVDUkp5RSoapm+CwXtVcMg3ULKKpwSKnT9lwodk0zQZaqRz3WCWIivCpn5zcLggk9cvpzPH5Fl1j5JpHTBLA8+qZrAwGlSqXv3zDY3rT8c2nkL5uUNFpC613c69tTixBtZsCx9aWadTidM3k8+CRe3tsIL3d62L0+sU/9okbHw7HmzMLE0QRZnH+F9LP4U54kU5z6Yhln8nJuLuA1jxyJHPXr0KLRVE6Pv7saMcJo+ADARxqvSHxIMYfrqWczYIyHCwFhIvZ51kJQWF/PPkkCM8VG/HKxurVacB9oeL66r6/7ycr6sEqrFYEgBoZHEmiwqJS2YRQa0tJT28vUQwePH9GPZBoMf59Q/s8BgFMPRayRDN4vqrm9PCgNJmZVZ86h+ihml/GSKVNgiqiTxpBrtK/VIt1lUg9T3Q8skI5t6uCLdoM8vLqYRbXbUtbW4oBcX7cvtbduzwADOm41ncDMzW1629tycjU7KPW8nJm0zy0Yjaw8Glv3bf2tmZpsWmMiGmXXfestsYcG+d+uWfXHSF3xqLoDVKAbDQkO90DFkXFZXI7PEUxUPZtQhNUezi6C2ABQCZj94EMfv2rXoK2QWVDSAyldfDb8pXkSZ5NXRPDzc1+tFFepEgnl6MtnPYz7XaPQrV6LjHS4LkEoJbBR+MaiDn6ZG7fUqSzCNmbqhhhqaGdWSYM6di458MHXvlJaspB03RBwUFSdkc9TUIN1udJC7dSswfzbLd9+NmxCqFgz2yZOwaXBcjPe6VlLpQjMG+ms4tyqRSItntZzUZkCZUzvXpWz53uOPazhGIYlcvpzfgcxiljISHJkFMfrNN6PFB0CPuohz0WhQadeFO3ds7eFD+8JO8JuU6pZlZhsb9sqJw9z3LLjif9eCJNPe37f/dXL7yXSwPzALA7m8bPb22/atk0n0re3tmPXOv2RMfuzcR0dxDFAdNIG4RlRfvhzVB8y5lEl4AR7Ig0HM6zIY2OjoyM4/fGgXer2A75yM7e8GA/vCzNbU70IlGCQlnP6IwkWamZ+P1q/BwEYnbWpbcAnoAMaCqTAPAGxJWAWp9QvJSEV2vLkXF8Oi0vFdW5vNyY5zc2FuqandA7VFzoI+bEOlNbOIx3Gt3Y4ZEb2/S5blcRQ1LcP8BoOAN3a7ebcJD9CqJcgDx0XqjTdVa58nMVxfZunRr76QIg7lzXAe/MJ3ggbCTYfDsFAePgzX5uZiygSAVhgML2d9PQbOaedP8IaumX334UNbMYtlMPC8/I2NYMY2s5XBwC4Mh/bK2prZ48f2dDh8xlgyC8zllZ/9LOw2nU5MymQWTzYwCy/9jTdiHepIlWWRCdAe4nI0yA/iBWvaTH7H9MyuyYI4Gaunt29bZmYXOFzt5NoFO1lsq6vRc9erbK1WZDC6qObnI6B8Eg3PG87sBL+6cyemk4DoO6ZNs7w/B9ZF1GzNgA9eBLYBgR1V3ClrMZh2OwbRauwNn6kTDSHcMlJYoVrr6EOnE9TYGzdiilJNraFhMcNhHqwFeD48DIxbM89xj1l5Yu4UTgP5d9VqFedAZi2nmE7p6Yz+O/97zgwpB6YyjSOCyH2h5bNbIA0gEShDI82CBsTxjFkY7LU1s91d+/bDh8FBDseohYXxJD7gFqORvUJg5LVrdv72bfveSbu/bWbfAlth0elu0utFRkA7iYrG/wUpjvw2jI+ApLawEHf9+fnAjFh0BPvx3KVLoa/smAQ+0pd+3wbb2/YPd+/ad+UolPbcnK2srcVoZBVtWbSKiyiIR8QzbXr8+NnRuF9aMN1/ub1tFx4+jOdq8yzvsNXKm8ZTu6eeKqnS1ZUrcXwODsL/s2AwZjHQ0jNfs+LoYNo9ybtVrWJseGtr446bSDBaPmVcuRIMA6+/HtdCKruhJ28dSjGblI+PWX6D4H6VjCqTt41r5f46CLlyaQ/iqcmMQQBIZGdaX88DwYjKZNRX+z/lPnoUBmNhIZ8/98QMe2EwyO/sq6vRAuJyxOxtb1tmZr3B4JlktHJSVxf/FmUCOgaoLzAQQEnayTUFSs1Cn0gMxfnL9I8E4ez8+J2YxQmAOrO3Fw9vMwtteO896929a9nt29Y/OjKmaa/XC6ZwGP/OTmRceKCORtGPhffOgnPM4cIJg/5iNLLfWZCQLpjlF6T3F1FGDDPTOaPvWNVtfjOL4zYLBnP+/Hj5fE85C3IdiZIATtrtn2GjVSMF0mS/n++TSksaizU/H97PzZvj/kBIUWbj3rio6OrAV5VJeNylFs5SZmbiOkxEpRQYjA6iYgU7O3G3RyUwi6EDuNf3ehEY08C/nZ2gcrDTIhYuLMTjLpTjrqyE2AzOmNbJjGMZi1UkoYGdTEL69c471mVS37gRI503NsaP5kA60TgSdlrSFzAB1RUctQd1T7Oh4TqvYw5zRoXUEALvun3iV7MyHNre5mZcYNeuhV1PJ4lPKoWU6Imx63RC+fTBzL79X/+rvWJmr6QOgMM5ElVJUxIcHMTEWDBK+slk1gUDweBncarAuXP5TdEsv9CrLCzNw3N0VAwboE6hlqnLf4qYX4uLccNkfqjkQ3Ap5GORUvjMJEoxoDKmlFSNfIUeEIKhaMNVJdIdDk7JTqhmYnXgYqGzKAeDaAbV+BPuJ/cKqolZNO8+ehR+u3TJ7Ac/yEsTZukYCwum5rZZqJeob83SrwtRJQXtQ6cTcQJdtL1evg2q6hCh3e3G86HM8vhUKtgNNYlx9T4WMItf/MK6WBpoM+1FtcKJESbGhPUAMOOiXsYn9DsLatIrvV4wf1+9GstdXrZn5m9Nf2CWXwxZFlVLCEburR8qIVagxkzdUEMNzYxqYzBsqKqWetUghSO123lnwfn56E3dauUdJs0i2I7TKVZVs5jmQiV0bQMSFtKvgshZlk+ToRIMkuLFi0GDALtLSW1aZ2oM9HC1ypSSYNihPSbjE/GAGfDdW5w0sI6XyIDynOqvqBc4hanag3i4txctUBp1TQwUL2h/P+yQlC+emq+gmqACoLqYxYO+1RNZ9XGkACQRBWvb7fASaZf6K/R6eZxDJRT6iBS4vZ3HQwDciFL2E5PJAN7igyg5w+jixXwA3d5eKFcPO6OPeBr7VJhm1mUsAI9VXUQi2t6OB4gpqZVNJWQsXNo3iMx3RQmPHNVmMMzdWgtHyEuwvDviz8yiWqOgL+vDLH+ipVlMvaptNAsMQnMmnXiq51RsPa0Af5csG5cMFXdi3Xhg12wKUFcf1t/8d98I7QRMCI6ocSSeOypI7DuEtUDPVGaQGcRHj6IpcTSKAYR66D2TnMEAjIWzy8ttWxDxn7VZ28rxrhoE2OnkT36kHgLhdCxXV/PWDz+OWpeqYdwL0/PvYzTKq3LqNs/7IHhQI2fBsAAymXzb2zFWCnxHgWwmWrcbfXt4H4wbG46e1416R8Cr5nlV0JHFRJ3gbCwQ6qUN/X5S3U1RLQbDwWtmky1DycraeebKdxi3ZvpjU+JcKLy+zSLDZ56DuWg9lK9AuY7RwkI+3oz1hkrOXDYbB6O91ctLdGdC7Crspt7W7c1dulsyCYjD8dYD3bH0pYApfPZZWDR/+7eRgfR68eREH8rO9XY7+pUo+LW/H132HXi4YhZ8Ol57LQCh5J0xi459MBR8eJgoOITh56NnU+sLNYu+JIyZZ0YaM+R3bfX14XmdFGqFgzkh4egOCvMFrNZUnApWKwNRoLnXi+XoMbj8TwAnbWCXbLWitYtyAf6JV0PcN4vAMCdY6vjojl2Baksw9FkNBGZpsFZJo5T51DmogK9ZfnPx/+vaM4t5gs3yUgjPsYlgoUXKx4GR9iM5c4/vWxml1LWi/5Ok0oj+5n8vM1UpgAdA52OUGDwF/lQXfPjw2Xku2d27xlLrDYfRH0W5r+7qeKQSgawvQSWF0ejZgJ2/ds0utFrBwnL9ej7tJeZH0kQsLubTJ7ATad4NbQ8MyjNnZbhmMc+qWfykL+pVion+7/8+JqQi7of2Et+FhKcMjzEm1YMyPKQdklhpfBjnN6luzmbywx9G7AHrkUYCHx1FF/rRKDIHDSYE6IfB7OzEnCwYAnT+FfliJagWgzl3bnzhVyHUP8Y2RZpUzFtfvaTqNQOizc3Gn/OpM7DKHRyMGwd8AnPev1d7ihiIzvEiPpDz3E0NZEpCYaL6ndM/p+UNh+NHZ6RIAaQTJy6OF/nC7Fku3WcLh3yyr78+3k7Ef9Qs3flhBix4nJuIesa5L+Umru1TXwJVdVSKMEu/4BR5KY6E2/ipvPZavLa5afb++5b9p/8UinzrrZAeEWnCLC5qmJ56h2Ihglkq5sX3Tie8O2WiFy/GXMpYqRhbfHhwZkQ60vHRMYXBKONlw/HSCn456lOi2EQFqs1g6jIXmAHfi+7BNQPyjEil3dR1xZw8/uRBWSx0ZnntAImW3zSjXVG7fb8qWu/yD5QNahEQlLqPe/v9ENm7txekAsRns7zbPhNbg8AAqm7csG8PBtFHhrQGd+6EetQJySxKJei2+uJVKkE01H5cuhTPRdIdTBcIDAiHPbO4s+sCggCaIdB72ux3LD2z2Szs5khH1Hf/vtmdO7ZjIZFI+/Zt2xgOzX72s3D9hz/M75S8FyWtF/WTI1WoW/PI0j6fl0eP2PBhIprQHXGe65rXhffvz79iM2Ce6KLgfVeMRWrM1A011NDMqLYE4yUHL8WmJBYFRb0FBoDUO9Khcqp3tjpi+nOwvbOfN5CYRSdWrUctl1zz4G4VTKVMOiuklMXIP6CAqt+pi8Ql9EDEfMLTKQd8BH2aHZokRAQ8cjCYr397O5/82CwAs1ev5svXZ+kXZ1srLS7mjxVRFYid9OAg4EPqEIb6oGH5XnxHvdR4kYsXx4FqUlsi5ZDpb2EhWonu3zcbDm3FzDpm4YiVzU373n/8j+F6r2f2/e9HqconE0flAHQlK939+0Gqu3kzSmU6FmBRqvJ5iRS8RO/BuqaLQ/MSay5mMALGFcDY41W6wCvQVCCvWb7Nkxagrh0vmVKW4jPEBClz0LnD2kDS9phHUXuWl6P/i48D7PVi/aqO+zLKGEZq7Es1oLKX5RFus+q6LxYMs3jusHJ5BUKHwzjRLl6MsUnqNs5z4CXe9Eo9mEi9H44ugrm5eHiY9k9zmPr4GPoN2KYxMx4Y1wnW60WV4PAwqntYZDA1+/fAbrOwECaNprp4801r/9mfWW80sv/nX/0r+0cz+8eT8fs2DJmE0MqAdREQ/qAWBkybZnkwUCcr3F4D4gAAGzFJREFU/2s/lQEMhzHUgXJZdHz3ga7qE6KmWLW6kbaCegeD2YQKmBVLClUo5VageJIP69CyFxbGXRVwtlN8hvmXEgjw79rdjfNbGYxmj0xRTead62flcUoxAhWlUlKPb9SVK9GCpL4YZnFwsiwMBIF9Znk/jCtXYhJps3hciJreNDEQOj0vR48pPTrKBybiKp/qt1lkboNBlAL6/ZAJfnMzvmza0+1GV3uPuG9vhz5+8EFcnP1+jKL94Q+jMyHtYDeDQej4Y8G5ft16/b71PvjARicOXE9/9Ss7f/t2AMD/9E/HgyxHoyANvf9+zGFsFiSXLIsMcHk5H9agLgXkd/EOXEdH4wmzCWmgHd3u2EF5z1SIixfzzma804ODvNoCPjSLfDBm4zFukyhleeV3PWVTmUJqEauxI2WtgfmTl4d0F3oMs1obedZLmmri9m32dXtKqYmVmYtnHkzmInGMgrUi5ao6qVKmv3Z73JsQyweLVb1dL1+OYfowAHROykPd4phWPSHx/fdDEqVOJ3id/vCH4drrr0cgkUmQ4vL+qBCz6PuSZdFTWMHndju0BZ8eFjTBjezaGoSIeqD+Q3pNges/+ROzmzet8/77ZmY2+vWv7f/2+9bp98ORs++9F83JjM+JC4C1WuG4FLMQVAqg3moFxg9jxwKXZdHBTU+CwITM5OVT37NOfJWoNA2AMkPeMViEYhvkQ5nF0bFmp3Mk8/NG86pw5A2kayWldnh1U1VnrnkXEMZa3SxSgZrUlzpOiLIB2j2leMIYFXGpInCnjJv5MrnW6eT18lTZqUlCOVevhh3eA1F7e3EXU6wAzOfWrSAtrKyEoEezsPj//b+3rVFISNW7fTvcYxbq+OlPo8OX+tjgZanqgOrKSGebmzGPrqZa5Jwi7lXa349nd+vpfJqegD573RmV4saNqDaaWefoyHoffGBfmll2+7a1+/04xrSVRNHXr8cD3q9dC2P6+efh+mefxTQYapGjbbqQ1Ow8N5e3QHHInqoN6oyJNMT7TZluNT8O9amZfAJNLcGkpJI6pKphkWuHWVojUBU8VS7XytQZnzS8qvqjGoavs8o4PLXz46a7SWJOGYKsjVG8BBHx4GAcwDKLp/p5AMssr3emQGX0c8VDHj2K2eZu3w4mV+rc3LT/OxpZ30KKTBuNokPbcBhFSUR4srJpkqp2OyzmTifvX0Nf8cBlAam4v7KSN9W320GK6PdDm7e3xyO2dbdn9yIHjE7cXi8wyJP2fuvatdB/zQ3L5/FxWJxvvx3ao2c5KaC6vZ1Xgfj96Cjch+rLu/Ye1fQF9U4nt6rgiPrMAd1EGAOShuuEX1iYzbElUF01KbV46zrsFUkGfm3qWKfuxUeGTYD/fbS+3uPLKGNEldUhCjst6YRRURh3c0Q5lZpGo+As9+BBmMgsaPVh0R2A51CfdJDAYz77LJ/qUUXIdtu6FtJffvvtt4NKAoO5ezcc33p8HBbeYBCZBJMfcXFhIZ/mAMAZTKfbjX1BvfOqJOWiOvkoW/AM+mwWFzNBnrpwFQBcWYmJiD7+OHj8qt/J+vq4TxL1XLwY+nd8nPfABlNBYgTb0mNUlZnqju39kbjONUIrvAMjqu7iYjQS6KK6eLE5VaChhhp6/lRLgvnqqxhfpnE6RRJ+Cjvx3tte+kh951kv5aWkGpi7eskXtc0bHeqqet5juOz5ieWnzF5V9LYisEpBPw8wEQWNB6mK12WiZZZFDIHdUQ9p7/WCBPHjH4d7ASrbbXvl2jV7pdUy+8UvzP7JP4kqxF/+ZTz+FEBTcZ2Dgyhecvi3YiHsxNyr/j5e9dPx0VB+PVEAKUIlOd31j46i2uCvt9tRutGMZ0reZd8s+rrg5r+wkMc4FFjOsrwUhwRXZDqlfFRIlXi1bG0r6rMClH7hzsKKRDR1WXJvbXPqdx9GQn8Zr7Jy/HxJrYNuN85HVCK930u/kPdeNyvGQM9Cs8kVmOpQGYibup6ilLMSjAj1qduN0cq66IraoPEq+j+LSyc7sR9qcv3BDwI+wwvf2Ehbz6hjfz/v26EnF2rCIJL5pCYJf1oP+W1YfKh6WKI0KM0HLE7CB1S99JYLZTA+iz+YEj462g/F1zgwziyPQ6kDJfVlWQwQVWbNvZTLEbtmeb8fnw+YOTIrkLeIyhZd6hrj0OlUzl1TaWFTprpjlJVTZZ36uVnFqFMJZqkjPhXdM0nKSR2dwIQmFYJGU08ClM1i+svBIH+2DoFxpHRQYIuES+RwUYaBWdssLBjKZEdQU2oqVqmIysYXRoX1S49GxfwOI/PHqKr47qVDfvfu4Po8f15KIWGWguuMu5ovtW+psVDQHzwly9JWDcZG2wKQfvlylOS8h+wsGMz588XR0EplC9hL9Myf4TBKzWZ5iaZIDfNqjiewMjUne2e6VE5j6qwKZE+a55RbSUXSQsv+Tz2v4i75PA4Pxxv46FEUl69cyVtXdBf0XBXAEZFeAUYWLNxdTeMKHnspCasIB7erFyuiul9YfodGChmNYqCf77P/3yfv5lMXFMwYFUolmJRk5BevlktblaFplkF/lo5fRCptkERd34syLq9+8T4949P2qne1Bn4qmE1b2+3ZWpHo47NCSkop2/n1uf39fPL2IkZtNi6xetL55+cmlj6ztKqXUq2LJPgUpXAn3/5cYX4ilok+VcQtLZe4CDwaIbx3YRDe1yW1K1MOOTBIDaB5RTQtgydN56l14Leh6pw6NcHQUCG07BSjSY1FipC4YJoapUxdfjw6nXzMVFH5MKYUg370KEZRMyZal/ovmcX26W7qzwfSfqs6U4TrUacvN6XOeRXNSzMT6MxUJG2XV3k0H4xvmx5M5qWWItVJx+voKG82ZyPU+1LllOFI6mrhKWX5S202es3Pwacnxrvz9nScyUziXqnFnwKG2u0wgRGNuT4YxOxyuPqXidn+f42t0E8V67VMbSvMx8cLkWSJs5X8wvbZylJjcnCQF4MViNYxMYv1X7+eV/Hoh5btM9wBqhZ5R2sdyvRgHLj5t9v54EIAa+6DyGC3uxveIziKl5ZQhwjL4BrJrVIqlR8XCIkSxt5uj8dAVaTGTN1QQw3NjE4twaiLvz/UzG+sugEjbUJqHEDSOTyMEIKSOlJ6s7kmkoL5+sPpaaeXbFCffAoKX7d/tkpqzcJrXo9PibUpSSWlB+ruhNhPEBuDy8FqZuOBkJMIEVMHtEiVqzoYpEQAe1HvYLLSaUiCPo+UQGIokjubjR8ZkRI5u92IM+jkU/Kn+tHGVB9Tej3t1qhlPeuZOvS6qjk4wjGxcbRT1wLuAXfTEx5WVuL4eRUCTAj1SK1alKe4Gs90OrMLdoT8+cxmeWyDa0X4BZ+oSF69LnreLEqWqsr49ngcRduoqpF69nKtSArUee1VodR9Rf8nHygqrOi6Z0j6PTXx+Q0w1Cx6vxbhCFqv5jXB9Fd0lq6v0yyPz+jvq6shFmdxMTIZQEqNCC8K/KJsj3uoz0dqrNrtPLitKh+qAcxbTyQg14sfH9/nol1xfT1aryCscYC+ymC63XzYgA8NYFyI1NbTIRVb82PBGHNqwGAQmZiqSLSFhUKZs2Qw3vQLUzMbP36FdwDz9NgGmKF/LsXAdIH7WCItj3wy/KXOcJpERWs6xSTL1lURoxurrErDyhiH/90sTBjPdLD+AHppR33DvcipgKtZuYTgd4ciBz6Vtsje7vV93NXZWb20oRIIpAt4EgNPtUnvR3LTeCGPgWjf+T01nqT+HI3yeXcVqNaxUknFLEoUnnmAt2jy742NEKhIJjXPdJFM2u2I9UDk/6XssgRQZUNZ+c4C4iyq1OJVpuGvwxRVZfEbIo6ofv57y5mS5jymDH9ahVKplSdBKYZXRZqZhN9OpKKGc81bD3TR6YTl6AQsQUUd4lMHiInNYi8SOdn19fQ5TR+h7e9284tHGQz34Kfj+0272u2YiY/rPhdt2fgpkdNGpRgNv6+a9KtoF1IgVz1ntV2esauk5f1SVFohnQaSEDFdWRaYGUCxEu1QT1Pvj6NzqUjiLRqGyneekJdefLoDlaZSTm467mrOL1IrUowIKlu0RUyr6kZW5b4yo0bR/clrqUU+DemgsUv6MhcXY4b6oslS1rGyndtzfq0/JdVwTX1vVF1Rq5Tem2qzT2LFTlM06D6SGMJqtLsbxkoloToicIqUWasqaJZPRO7HSTcKnvdlel8mvY/fUsnEuVePRfEbU6rMilTrbj14DfIAry5oZQgeOM2ycamraFHPzU33blPPnFqSmEB1JMiQusGlHqwrUvnKzfILk0WkagcZ/NUHRp/3cSe+7CKpR+9RnwOvs+oCUsbDn98twW+KBpcFe+1afsH5XR7KsvyxqdonnOB2doKKqWcCqd9IilSt1E/fBvrAO+HUSySOlGOhqkXeT8arrEWT3jNnxpbxggDaUz5HNakxUzfUUEMzo6nYUpEEDanTG2rS4WHEaszSUp4vt2qMkm8H9aplqKweqGyDTNWj331/ajH8aUUq3SlToq/q+hqkyM6l3pxFnSoCMFWq4DfdSRX594e8eyLBMvdoP1Tq0f99e83y0lgZVqDqEUfdUhZez0RMm+UnYmryFAFtXtrx70nHUxN4gWPRD1+HjpFKMKmJp2qiN4+qeqoOfqk+qMNgDao9s/279Z/tdlzQ/gjeVFn6XpVQi3y9Re3xVMTIqqzlSfcU4UV1ykg+MAn4mTS5PcFk9GgSs3xsUKqOlDivakKKE+szgILesamIkSkpAwJLarfHEzBRLuPmF4e6XKdUpHY7+gfp6QOoc6Sg1OBLrFnUk8KTfL/qqLxF71eZg24W/A9j8qpUaqL6dsFYlMnq+0191pjctZbBuXPpM6b5LFsjWZZOcVEmpRQt5EnrsC4z0mtV7uF7VcC4jHI4TNmirXLdk0oaHjRM7UR+MfgJ6SWWsjZoW1Wa8uV0OsFKpA5fWifPebOzWT74kue8I1mqf2b5EwsVowID0kOyPHPVdpQx/Um/e69NXUQKtGqfsHKlyvTSbGq+eIe5Mj8ofU6ZVlVLmk2pIqXawl8q2lpB2hST13J8mVXqLvv/LGgahnXmVLRYUtIGpKZQP0F0kSpgqGWVifep9vldTpmQSj6+XPU0VkdALTsl9SC5aLxQaoIpA9IxoE2bm1EqODiI7SlSebSuIqavat2k8YI0fkqlv9S4eaaXAsL1Of6IKFbg3ZOXmvy1WXnyktHOz48yx7ciySq1WVYlnbeTNvmzID9nJrWpbnuS1iRfoa9AJ3CqUXpfaudN3asTlIVUJDYX7ZZFqprvl3735aivjH/W/+/xAV2YnhFpGapy6OHzLDzK0LHTVAu44ZeNberd6GLnXg6w17FILRzGRn2F1FdF1UclfTea6lH/vOSYet5/r0C17lYVCUmlzLU+RV7iNqvH5KuUf1r1JaU++/nK7/6ZOqTPl5qsixhIisNSsL/u1Q7d3f1RHakB9NiLXwipNpQxpCKJTHdOmIIyGq+yaGJwfUb7xD3en0TL1zON1WNYGQiLcGcnxHQRwqBtozyvsikmhJSG1KSAe2on9uWkpNZUfJQfY3Vq5LQJytBxPwVD8dSYqRtqqKGZUW0Jpkou3jKJRDfSsuNPqkoiZZu7WTo3DaTXps0xDE3D6CdKaJP0+LKKvcjlv5eVW4TP1PHmnITZTFLTzPLSg0pMajFCbUDqIAm55grG3V4lGD8O2mficnzslbYbR712Ox8oSfvAhahzbS1/uJs68GkYhfavbOxSk2/Se+l0Yhs05ikVX2VWLB3XoNoMpkydhlJYFFRkNUpJzHoSaJmaW1ROqq66ZzppuZPWY6o9dSipJhVx2RQm40kXkm9kyg2c+9R1X8vSa1BKlUpd8zqxZxzqj+GfKbN2qBWIw9/N8otfsRnK9UmklHzWOm030dBbW5FJpJgj//ss88rQwH18agkl/54VuKf/yohT2IOqURp97d9v6n0VlfXVV+n2+uZXustimVV286LfUtJESi3nvaiznFn9xZtiJGXMoE75k5hNmeRVVk8u212VByZJMCmsRpnK/9/elSTHcQNB0CHedfHZ/3+WTzr4CwzSB0ZZyZxasfSMh5URCg27sVSjgdqB5skp18a4PfYRy4ifAXMyxrBT9NGZiC+dmZnl7MI2+bcwC3FgjvGZs/L6+vvUvp8/vyb8YSo8Lm6U6vwMmN8jRxzgeMlil+dEJoY+Fmnn16/bccX25NnlPjMEHhuuw7+z5dinVUyu+9JFtYImDPF/nseWqaOFra214kWnLEQaOtKnwdJYVrXGbFmV0cw0lhkEgeYU1KBpMJzoxoOLDIb7waxV3KSJDAnpZanKpobcE0YhC5vNRNSetIxZjTFjeTmYCO/zOGljJRqT7Nfis3AZ/Pzo6LUOv/LoknrSHy5UpgFNU/n77e2cBlN9Fk/Aem1pjJmR0RIiC0MbUxagVt+WcMnSnKmTYjRRR9Gk1bQUz/Sy2pEzTvhME17MwjiwLymDDEXTrnDScJ6P+FoQWmYra0zaM2oTyMpi1sZCu8ZmEvqEeMFr7eD4ZcxmjVFk6MPrmYXooMRgJLeGhYi3EFegmU/yOzIRsawGvp4xbbQ5nulrB8xcGQ0ZQjTVkidmhhui5EfnJvsVWENgJiGMhffWCA2S6WstEg7fIlOTOkIDtmU9l2ayaNJT69O6r9Es9bw+tLrexLb8FZG5oC0eGSN+zlMajLSPfVnQynmaQ9RGplzFXMn2w4KHf0f1vXYr9L5DVkFJo6lKgWx5zVwZ46tGgn+jOs/7lNgU4jY5EU2j4+3t1u8h/WuLi7Unpt+SQtGLj+6zOenln2haiaVhrkg4bCdK1vvxI53J23kwjUbjGMryHjOqBbxNQBgpHtcg1zADmIVRVppHJnMET/OPBJJ3LcKsdrWlI0tl1LQVTS3OEC+aidTl8LfWBkpv6Y/zXKQNaZP9J3JP28OEu4zZr4JHY3JY2oqgoS8E6ZLf8kzSBz4L+p94PFCTYlq5jGUC8T3Pf+K9W+9dy3Od2ouEWxmwPwwnY7RQIGMnDAfPaMn6NLQxP7HQV+/vquNh2vlr2dl4L3I2YVva4uL9ObzRkOngxYjXNSbj+Rgyk4Pp9p4xYyp5zlRmhmPYWwK0Prx+tf60chqdvICt/rIS10Bp2r+8fLZtJRpaZ/BqPkM5Yziaw5qJfBLResqUQ5x0/I5RdP5qsDSYTL0x7C8LsE2vSVfsX3M6s91vLSbPQarV08qxj0ODME+OTGFETMoJMlogTvCZSFXlenVCWkwmW71SWDY7yu7pMfTUe+9eNovWE1azsATOSeD6sehZxbQ2s0KI5mTMaDuWyqqZB3Ldk7C4MNn5ife5PibF4fMwfew05g2QlTFgYJ/MJDVtMkJG4+S+vbY3LL7yzOLPglTHViuvCTdvXDNardanpVl7NGb7nMHuNqejTKdRmSTMFJjBeKq8tyB4sLkPbgvrsJkTTb7sS/WeictY17JMIENzpq2iRlOe3m9vX/fzWO/Nog1/a6aT1ubVsMa7IkzujWWtJoKlDnqTz+Lc/M/zMVQltPfScIFjwh7SgM/DmktEg3YvWpwZMyrbX9R+hpZF1bvD1I1G4xjKPhjNP5bqSNEGNW3UKlvBol/qP3qeAe+KDNmm1VgqXqWuZ7eK9jKjOnqTQNOItA2aXGaH6mrZ6yua0QodM9cq3cxU4m9PzzIdLj/7Hi1/4b2wwyw+iZT5lBlEVrc9Z1fUhnZERIaOqkmm0ao5g2d8KVG/1TKnsULDiTyYMT5pio5BiOoL0NdhmdorwivjHJ/xl63iEebWGAGjWSHS8rVoZfDlr7wAbRJVmWTmOt5/FjU3AU0TzmDKyTvGrWNdbTz5jjwBsGImRfd2h8Gx/Yx2/ijYEn2aXZCWzbyj/0ij8iRapi9N23oAzDKDE5jSYLT/+Xe1vd2YMZOy+TG7TbBIS6vmaq3gaKh7lUDPfPIGoKLF7HTgbZwk92Iaq0OxbQSulsy7F53nr1xhnNELwvsrkciozIxGdZe8mkpo1GMuWUZxwLG5iiuZyWml63F0qUaj8XSYYtUnGHwUtZuJgK5gVtvWyke5XqcT+CoJrhYu1WZ2OZiv9uAvmlenNZcqaZ4imTxvau6JWK23iMEynkN197uP5tVMcqLnzM7QEzmdZ9tenTQz/T6SE3GM8XsAM5796NoVtBDexx93H1Ne095aLWUhrJF123mkeWSJ2+W0tJhNhsk8YsQHMcOYdz3T8i7ue2Amx+Ug7s1UEFGAgddRVoPZPsqz2ojmVNWye7E8aqRa+LyCe8+3q+f8w0ecTuIbOXERVQvOEsjHGcxsaNrSGjQzKxI2M2aQht1z7UpGsRIomYHnKzq+ufJJcE+tpeKisFwfckrlEQaj7UXaBc2241DvbMj5aswwmUyYeeb5dzOXiJb/pel0ER6RuUQQISbbg7RD5Tw8jhHYaDSeDpcboyxdMcLEn5Zdkb6WRrRjG8IKTUxPtX4m23eWHsG9/VHPhFWtZcXkXgmwMPDw/go9R6ZS1qRhR2213YzvRb6CMMbnaXwZuqL+rTaiKFWlj0r0K2ovonU32h/ziRnm4s1p6z1WcsYyQk5bX3IMriC5mXp/mJr/tkK/2iDILu0ojWCWE3tRKa6zK9yexWz7K7k5pXyG5NYHxHdmNLuYS+W+V8bKRZM1EQVS+LztLKamZ+SN1qSvl2MiD7gro5XbQdMLtSaPiVzpKF7pCyfIFTTPJuZ9RyZTweocqN7HY2+ljPdutQP8MyhNl4+POMvPYxSZbFmtvSosBsKc+qqQclYrOoEouXXVL9S4RVZ78QSaNVdmNEkp70WDKmZ09ssgYyyYSJqz1uzE8Cd45srq4rOYjLQ9+6JmaTmJyOaujO8ppnu5FpOdkA8A7bt0GXeDVq4C/Fii1xYHYF5f8z6YDlM3Go1jmGblXrjX00yymsPOfUirW1Aq/o0rNaNZrAj3q8zKKVS8/zMPsfHhNVeD5tvA77tbn5nO9odtIaKAR8XnctP2dMXAaVutvxPWIt+VT3AKpxbvjojULgf8EqLEHU8SzHrBD758nqcV30alfQtRfzsCB1NbBarOWsSVTsXZrQZSpxrK1vq26nIZ7i9D65VuhofQWlYl16z6egC4ePELtgL8m9M3Zp3zvHZn6si1rA/m5SO7a2mM8fLy8s8Y4+90hUaj8az46+Pj48+oUInBNBqNRgUdRWo0GsfQDKbRaBxDM5hGo3EMzWAajcYxNINpNBrH0Aym0WgcQzOYRqNxDM1gGo3GMTSDaTQax/AvJ0f05RSTsngAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sglrpa_analyzer = SGLRPSeqA(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_sglrpa = sglrpa_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_sglrpa[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# SGLRP Sequential B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sglrpb_analyzer = SGLRPSeqB(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_sglrpb = sglrpb_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_sglrpb[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LRP Sequential A"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lrpa_analyzer = LRPA(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_lrpa = lrpa_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_lrpa[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LRP Sequential B"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lrpb_analyzer = LRPB(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_lrpb = lrpb_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_lrpb[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# LRP Epsilon"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lrpe_analyzer = LRPE(\n",
    "    partial_model,\n",
    "    target_id=target_class,\n",
    "    relu=use_relu,\n",
    ")\n",
    "analysis_lrpe = lrpe_analyzer.analyze(input_imgs)\n",
    "heatmap(analysis_lrpe[example_id].sum(axis=(2)))\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.5.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
